An apparatus is provided for performing validation, estimation, and editing (VEE) on a plurality of interval based energy consumption streams. The apparatus includes a VEE processor and a VEE configuration engine. The VEE processor is configured to execute VEE rules on each of the plurality of interval based energy consumption streams within a specified time period to generate and store a corresponding plurality of post VEE readings that are stored in a post VEE readings data stores. The post VEE readings include a plurality of tagged energy consumption data sets that are each associated with a corresponding one of the plurality of interval based energy consumption streams. Each of the plurality of tagged energy consumption data sets has first groups of contiguous interval values tagged as having been validated and second groups of contiguous interval values tagged as having been edited. The VEE configuration engine is configured to read the post VEE readings upon initiation of an event and, for the each of the plurality of tagged energy consumption data sets, is configured to create a plurality of anomalies having a plurality of different durations using only the first groups of contiguous interval values, and is configured to generate a plurality of estimates for the plurality of anomalies by employing a plurality of estimation techniques and, for each of the plurality of different durations, is configured to select one of the plurality of estimation techniques for subsequent employment when performing VEE of subsequent energy consumption data for the corresponding one of the plurality of interval based energy consumption streams.
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1. An apparatus for performing validation, estimation, and editing (VEE) on a plurality of interval based energy consumption streams, the apparatus comprising: a VEE processor, configured to execute VEE rules on each of the plurality of interval based energy consumption streams within a specified time period to generate and store a corresponding plurality of post VEE readings that are stored in a post VEE readings data stores, said post VEE readings comprising a plurality of tagged energy consumption data sets that are each associated with a corresponding one of the plurality of interval based energy consumption streams, each of said plurality of tagged energy consumption data sets comprising: first groups of contiguous interval values tagged as having been validated; and second groups of contiguous interval values tagged as having been edited; a VEE configuration engine, configured to read said post VEE readings upon initiation of an event and, for said each of said plurality of tagged energy consumption data sets, configured to create a plurality of anomalies having a plurality of different durations using only said first groups of contiguous interval values, and configured to generate a plurality of estimates for said plurality of anomalies by employing a plurality of estimation techniques for each of said plurality of different durations and, for said each of said plurality of different durations, configured to select a corresponding one of said plurality of estimation techniques for subsequent employment when performing VEE of subsequent energy consumption data associated with said each of said plurality of different durations for said corresponding one of the plurality of interval based energy consumption streams, said plurality of estimation techniques comprising: average of N preceding and M subsequent interval values; and linear interpolation employing said N preceding and said M subsequent interval values; and a process control element, coupled to said post VEE readings stores, wherein the process control element executes functions on the plurality of interval based energy consumption streams to translate said post VEE readings into control signals that direct one or more system elements to change state.
2. The apparatus as recited in claim 1 , wherein said corresponding one of said plurality of estimation techniques is selected because its corresponding estimates are more accurate than estimates generated by remaining ones of said plurality of estimation techniques.
3. The apparatus as recited in claim 1 , wherein said VEE configuration engine updates estimation rules for all of the plurality of interval based energy consumption streams as a function of processing load within a network operations center, and wherein the plurality of interval based energy consumption streams are processed serially by said VEE configuration engine.
4. The apparatus as recited in claim 3 , wherein said specified time period comprises five minutes, and wherein the plurality of interval based energy consumption streams comprises more than 10,000 interval based energy consumption streams.
5. The apparatus as recited in claim 1 , wherein said plurality of estimation techniques comprises 10 or more estimation techniques.
6. The apparatus as recited in claim 1 , wherein said event is signaled by a timer set to a periodic interval.
7. The apparatus as recited in claim 6 , wherein said periodic interval comprises 24 hours.
8. An apparatus for performing validation, estimation, and editing (VEE) on a plurality of interval based energy consumption streams, the apparatus comprising: a sources metadata stores, configured to provide validation, estimation, and editing rules corresponding to each of the plurality of interval based energy consumption streams; a VEE processor, configured to execute said rules on each of the plurality of interval based energy consumption streams within a specified time period to generate and store a corresponding plurality of post VEE readings, said post VEE readings comprising a plurality of tagged energy consumption data sets that are each associated with a corresponding one of the plurality of interval based energy consumption streams, each of said plurality of tagged energy consumption data sets comprising: first groups of contiguous interval values tagged as having been validated; and second groups of contiguous interval values tagged as having been edited; a post VEE readings data stores, configured to store said post VEE readings; and a VEE configuration engine, configured to read said post VEE readings upon initiation of an event and, for said each of said plurality of tagged energy consumption data sets, configured to create a plurality of anomalies having a plurality of different durations using only said first groups of contiguous interval values, and configured to generate a plurality of estimates for said plurality of anomalies by employing a plurality of estimation techniques for each of said plurality of different durations and, for each of said plurality of different durations, configured to select a corresponding one of said plurality of estimation techniques for subsequent employment when performing VEE of subsequent energy consumption data associated with said each of said plurality of different durations for said corresponding one of the plurality of interval based energy consumption streams, and configured to update said sources metadata stores with said one of said plurality of estimation techniques, said plurality of estimation techniques comprising: average of N preceding and M subsequent interval values; and linear interpolation employing said N preceding and said M subsequent interval values; and a process control element, coupled to said post VEE readings stores, wherein the process control element executes functions on the plurality of interval based energy consumption to translate said post VEE readings into control signals that direct one or more system elements to change state.
9. The apparatus as recited in claim 8 , wherein said corresponding one of said plurality of estimation techniques is selected because its corresponding estimates are more accurate than estimates generated by remaining ones of said plurality of estimation techniques.
10. The apparatus as recited in claim 8 , wherein said VEE configuration engine updates said sources metadata stores with said estimation rules for all of the plurality of interval based energy consumption streams as a function of processing load within a network operations center, and wherein the plurality of interval based energy consumption streams are processed serially by said VEE configuration engine.
11. The apparatus as recited in claim 10 , wherein said specified time period comprises five minutes, and wherein the plurality of interval based energy consumption streams comprises more than 10,000 interval based energy consumption streams.
12. The apparatus as recited in claim 8 , wherein said plurality of estimation techniques comprises 10 or more estimation techniques.
13. The apparatus as recited in claim 8 , wherein said event is signaled by a timer set to a periodic interval.
14. The apparatus as recited in claim 13 , wherein said periodic interval comprises 24 hours.
15. A method for performing validation, estimation, and editing (VEE) on a plurality of interval based energy consumption streams, the method comprising: executing VEE rules on each of the plurality of interval based energy consumption streams within a specified time period to generate and store a corresponding plurality of post VEE readings that are stored in a post VEE readings data stores, the post VEE readings comprising a plurality of tagged energy consumption data sets that are each associated with a corresponding one of the plurality of interval based energy consumption streams, each of the plurality of tagged energy consumption data sets comprising: first groups of contiguous interval values tagged as having been validated; and second groups of contiguous interval values tagged as having been edited; reading the post VEE readings data stores upon initiation of an event; for the each of the plurality of tagged energy consumption data sets, creating a plurality of anomalies having a plurality of different durations using only the first groups of contiguous interval values; generating a plurality of estimates for the plurality of anomalies by employing a plurality of estimation techniques for each of the plurality of different durations, the plurality of estimation techniques comprising: average of N preceding and M subsequent interval values; and linear interpolation employing said N preceding and said M subsequent interval values; for each of the plurality of different durations, selecting a corresponding one of the plurality of estimation techniques for subsequent employment when performing VEE of subsequent energy consumption data associated with the each of the plurality of different durations for the corresponding one of the plurality of interval based energy consumption streams; and executing functions on the plurality of interval based energy consumption streams to translate said post VEE readings into control signals that direct one or more system elements to change state.
16. The method as recited in claim 15 , wherein the corresponding one of the plurality of estimation techniques is selected because its corresponding estimates are more accurate than estimates generated by remaining ones of the plurality of estimation techniques.
17. The method as recited in claim 15 , wherein estimation rules for all of the plurality of interval based energy consumption streams are updated as a function of processing load within a network operations center, and wherein the plurality of interval based energy consumption streams are processed serially.
18. The method as recited in claim 17 , wherein the specified time period comprises five minutes, and wherein the plurality of interval based energy consumption streams comprises more than 10,000 interval based energy consumption streams.
19. The method as recited in claim 15 , wherein the plurality of estimation techniques comprises 10 or more estimation techniques.
20. The method as recited in claim 15 , wherein the event is signaled by a timer set to a periodic interval.
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September 29, 2016
February 18, 2020
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